White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag) and seals, evaluated using Brier score
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max | brier_class |
|---|---|---|---|---|---|
| rf | 0.9311552 | 0.8850376 | 0.9876457 | 0.9158999 | NA |
| bt | 0.7876313 | 0.9763717 | 0.8495461 | 0.5481781 | NA |
| maxnet | 0.6791132 | 0.9794725 | 0.8071280 | 0.4640167 | NA |
| gam | NA | NA | NA | NA | 0.1658876 |
| glm | NA | NA | NA | NA | 0.1894720 |
Variable Importance
